{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "826f1424",
   "metadata": {},
   "source": [
    "## Building a Drawdown and Rolling Risk Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a4b7717e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "bcf80072",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import pyfolio as pf\n",
    "from IPython.display import Markdown, display\n",
    "from openbb import obb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ec8b73d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "warnings.filterwarnings(\"ignore\")\n",
    "obb.user.preferences.output_type = \"dataframe\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef42fb41",
   "metadata": {},
   "source": [
    "Load the mean reversion performance data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a3c0d545",
   "metadata": {},
   "outputs": [],
   "source": [
    "perf = pd.read_pickle(\"mean_reversion.pickle\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "68c1f315",
   "metadata": {},
   "source": [
    "Extract returns, positions, and transactions from Zipline performance DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2de0192e",
   "metadata": {},
   "outputs": [],
   "source": [
    "returns, positions, transactions = pf.utils.extract_rets_pos_txn_from_zipline(perf)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6f70294",
   "metadata": {},
   "source": [
    "Rename position columns to stock symbols and cash"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3b8800fc",
   "metadata": {},
   "outputs": [],
   "source": [
    "positions.columns = [col.symbol for col in positions.columns[:-1]] + [\"cash\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "64fb7278",
   "metadata": {},
   "source": [
    "Get the list of symbols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b677f56f",
   "metadata": {},
   "outputs": [],
   "source": [
    "symbols = positions.columns[:-1].tolist()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c89428d",
   "metadata": {},
   "source": [
    "Get screener data for the symbols"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2b0eae0d",
   "metadata": {},
   "outputs": [],
   "source": [
    "screener_data = obb.equity.profile(symbols, provider=\"yfinance\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfcccfd7",
   "metadata": {},
   "source": [
    "Create a sector map from the screener data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "b89deeaa",
   "metadata": {},
   "outputs": [],
   "source": [
    "sector_map = (\n",
    "    screener_data[[\"symbol\", \"sector\"]]\n",
    "    .set_index(\"symbol\")\n",
    "    .reindex(symbols)\n",
    "    .fillna(\"Unknown\")\n",
    "    .to_dict()[\"sector\"]\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47ffe4af",
   "metadata": {},
   "source": [
    "Get historical price data for SPY"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "9f104d8d",
   "metadata": {},
   "outputs": [],
   "source": [
    "spy = obb.equity.price.historical(\n",
    "    \"SPY\",\n",
    "    start_date=returns.index.min(),\n",
    "    end_date=returns.index.max(),\n",
    "    provider=\"yfinance\",\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed467275",
   "metadata": {},
   "source": [
    "Convert the index to datetime and calculate the benchmark returns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1227db81",
   "metadata": {},
   "outputs": [],
   "source": [
    "spy.index = pd.to_datetime(spy.index)\n",
    "benchmark_returns = spy.close.pct_change()\n",
    "benchmark_returns.name = \"SPY\"\n",
    "benchmark_returns = benchmark_returns.tz_localize(\"UTC\").filter(returns.index)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d650e37",
   "metadata": {},
   "source": [
    "Plot the top 10 drawdown periods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "00f26b76",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Top 10 drawdown periods'}, ylabel='Cumulative returns'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pf.plotting.plot_drawdown_periods(returns, top=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fcdb583c",
   "metadata": {},
   "source": [
    "Plot the underwater plot of drawdowns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "09058ed0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Underwater plot'}, ylabel='Drawdown'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pf.plotting.plot_drawdown_underwater(returns)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8b48f16",
   "metadata": {},
   "source": [
    "Show the worst drawdown periods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d3d3d901",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>Worst drawdown periods</th>\n",
       "      <th>Net drawdown in %</th>\n",
       "      <th>Peak date</th>\n",
       "      <th>Valley date</th>\n",
       "      <th>Recovery date</th>\n",
       "      <th>Duration</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.37</td>\n",
       "      <td>2016-03-14</td>\n",
       "      <td>2016-06-27</td>\n",
       "      <td>2017-04-20</td>\n",
       "      <td>289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.98</td>\n",
       "      <td>2017-10-25</td>\n",
       "      <td>2017-11-14</td>\n",
       "      <td>NaT</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.72</td>\n",
       "      <td>2017-04-28</td>\n",
       "      <td>2017-07-05</td>\n",
       "      <td>2017-08-10</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.46</td>\n",
       "      <td>2016-01-20</td>\n",
       "      <td>2016-02-08</td>\n",
       "      <td>2016-02-22</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.12</td>\n",
       "      <td>2017-04-20</td>\n",
       "      <td>2017-04-21</td>\n",
       "      <td>2017-04-24</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pf.plotting.show_worst_drawdown_periods(returns)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "05cd48f9",
   "metadata": {},
   "source": [
    "Plot the rolling volatility"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "f2ea9844",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Rolling volatility (6-month)'}, ylabel='Volatility'>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pf.plotting.plot_rolling_volatility(\n",
    "    returns, factor_returns=benchmark_returns, rolling_window=66\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "06780a3f",
   "metadata": {},
   "source": [
    "Plot the rolling Sharpe ratio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "5dbfa977",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: title={'center': 'Rolling Sharpe ratio (6-month)'}, ylabel='Sharpe ratio'>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pf.plotting.plot_rolling_sharpe(\n",
    "    returns, factor_returns=benchmark_returns, rolling_window=66\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6ab385d",
   "metadata": {},
   "source": [
    "Extract and plot interesting date ranges"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "10d580e5",
   "metadata": {},
   "outputs": [],
   "source": [
    "times = pf.timeseries.extract_interesting_date_ranges(returns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "203a7f68",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: >"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "(\n",
    "    times[\"New Normal\"]\n",
    "    .to_frame(\"strategy_returns\")\n",
    "    .join(benchmark_returns)\n",
    "    .add(1)\n",
    "    .cumprod()\n",
    "    .sub(1)\n",
    "    .plot()\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10030c35",
   "metadata": {},
   "source": [
    "**Jason Strimpel** is the founder of <a href='https://pyquantnews.com/'>PyQuant News</a> and co-founder of <a href='https://www.tradeblotter.io/'>Trade Blotter</a>. His career in algorithmic trading spans 20+ years. He previously traded for a Chicago-based hedge fund, was a risk manager at JPMorgan, and managed production risk technology for an energy derivatives trading firm in London. In Singapore, he served as APAC CIO for an agricultural trading firm and built the data science team for a global metals trading firm. Jason holds degrees in Finance and Economics and a Master's in Quantitative Finance from the Illinois Institute of Technology. His career spans America, Europe, and Asia. He shares his expertise through the <a href='https://pyquantnews.com/subscribe-to-the-pyquant-newsletter/'>PyQuant Newsletter</a>, social media, and has taught over 1,000+ algorithmic trading with Python in his popular course **<a href='https://gettingstartedwithpythonforquantfinance.com/'>Getting Started With Python for Quant Finance</a>**. All code is for educational purposes only. Nothing provided here is financial advise. Use at your own risk."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d5e9126f-a818-48a8-bbd1-bbef73d44beb",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "jupytext": {
   "cell_metadata_filter": "-all",
   "main_language": "python",
   "notebook_metadata_filter": "-all"
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
